Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
24 unnumbered pages : illustrations. Limited edition of 100 copies, signed and numbered by the artist. Cover title. "The images were printed on the Heidelberg GTO offset lithographic press at Columbia College Chicago Center for Book and Paper Art by Clifton Meador with the assistance of Marlene MacCallum, Hannah King and Kate Morgan. The text was printed by Marlene on a Canon digital inkjet printer at the sillis lab in Corner Brook, NL. The book was bound by Marlene with assistance from Megan Musseau ... research team consists of Marlene MacCallum, Clifton Meador, Pierre LeBlanc and David Morrish"--Colophon. "[O]ne of four book works inspired by the experience of living in Corner Brook's Townsite area on the west coast of the island of Newfoundland. I photographed in six homes--all the same model as the one I live in ... Theme and Permutation uses digital tools to translate the film sources and prepare the image files. The sixteen plates are then printed to explore the permutational possibilities of offset printing ... Each method of generating images and producing multiples results in a reconsideration of the content and offers varying formats for interaction by the reader"--Page preceding colophon. "Hand sewn pamphlet, images custom-printed in offset lithography on Mohawk Superfine, text printed in inkjet, covers are inkjet printed on translucent Glama"--Artist's website, viewed on November 10, 2011. Cover wrapper consists of two layers of translucent paper, each printed with a portion of the title. Library has copy number 58.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.001 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it